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    "\n",
    "   ###  2D Stochastic Gaussian Simulation in Python for Engineers and Geoscientists \n",
    "\n",
    "### with GSLIB's SGSIM Program Converted to Python\n",
    "\n",
    "#### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "\n",
    "\n",
    "#### Contacts: [Twitter/@GeostatsGuy](https://twitter.com/geostatsguy) | [GitHub/GeostatsGuy](https://github.com/GeostatsGuy) | [www.michaelpyrcz.com](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446)\n",
    "\n",
    "This is a tutorial for / demonstration of **Sequential Gaussian Simulation in Python with GSLIB's SGSIM program translated to Python from the original FORTRAN GSLIB: Geostatistical Library methods** (Deutsch and Journel, 1997). \n",
    "\n",
    "### PGE 383 Exercise: Methods for Spatial Simulation with GeostatsPy\n",
    "\n",
    "Here's a simple workflow for spatial simulation with SGSIM. This method is ciritical for:\n",
    "\n",
    "* Building spatial models that honor the univariate and spatial distribution of the property of interest \n",
    "\n",
    "First let's explain the concept of spatial simulation.\n",
    "\n",
    "#### Spatial Simulation\n",
    "\n",
    "We can define and contrast estimation and simulation.\n",
    "\n",
    "* Estimation: \n",
    "    * a method to calculate the best estimate at each location focus on local accuracy, globally too smooth\n",
    "\n",
    "* Simulation: \n",
    "    * a method to calculate a good / reasonable estimate at each location focus on global accuracy, sacrifice local accuracy\n",
    "\n",
    "What is wrong with kriging?\n",
    "\n",
    "Kriging is locally accurate and smooth, appropriate for visualizing trends, inappropriate for any applications where heterogeneity is important \n",
    "\n",
    "The ''variance'' of the kriged estimates is too small: \n",
    "\n",
    "\\begin{equation}\n",
    "Var\\{Y^*(\\bf{u})\\} = \\sigma^2 - \\sigma^2_{SK}(\\bf{u})\n",
    "\\end{equation}\n",
    "\n",
    "$\\sigma^2$ is variance of the property, $𝑉𝑎𝑟{𝑌^∗(\\bf{𝐮})}$ is the variance of the estimates \n",
    "\n",
    "Consider the following:\n",
    "\n",
    "* $\\sigma^2_{SK}(\\bf{u})$ is zero at the data locations → no smoothing \n",
    "\n",
    "* $\\sigma^2_{SK}(\\bf{u})$ is the variance $\\sigma^2$ beyond range of data locations, this is complete smoothing \n",
    "\n",
    "* spatial variations of $\\sigma^2_{SK}(\\bf{u})$ depend on the variogram and data spacing \n",
    "\n",
    "Missing variance in the estimates, $Var\\{Y^*(\\bf{u})\\}$, is the kriging variance, Monte Carlo Simulation corrects the variance (get right histogram)\n",
    "\n",
    "* we will add a random residual, $Y_s(\\bf{u}) = Y^*(\\bf{u}) + R(\\bf{u})$, where $R(\\bf{u})$ is the random residual that adds back in the missing variance\n",
    "\n",
    "and correct the covariance (get the right variogram) \n",
    "\n",
    "* sequential simulation – add simulated values to data to enforce the correct covariance between estimates\n",
    "\n",
    "Simulation reproduces histogram, honors spatial variability (variogram); therefore, it is appropriate for process evaluation where heterogeneity is important \n",
    "\n",
    "Also, the simulation approach allows an assessment of uncertainty with alternative realizations \n",
    "\n",
    "#### Objective \n",
    "\n",
    "In the PGE 383: Stochastic Subsurface Modeling class I want to provide hands-on experience with building subsurface modeling workflows. Python provides an excellent vehicle to accomplish this. I have coded a package called GeostatsPy with GSLIB: Geostatistical Library (Deutsch and Journel, 1998) functionality that provides basic building blocks for building subsurface modeling workflows. \n",
    "\n",
    "The objective is to remove the hurdles of subsurface modeling workflow construction by providing building blocks and sufficient examples. This is not a coding class per se, but we need the ability to 'script' workflows working with numerical methods.    \n",
    "\n",
    "#### Getting Started\n",
    "\n",
    "Here's the steps to get setup in Python with the GeostatsPy package:\n",
    "\n",
    "1. Install Anaconda 3 on your machine (https://www.anaconda.com/download/). \n",
    "2. From Anaconda Navigator (within Anaconda3 group), go to the environment tab, click on base (root) green arrow and open a terminal. \n",
    "3. In the terminal type: pip install geostatspy. \n",
    "4. Open Jupyter and in the top block get started by copy and pasting the code block below from this Jupyter Notebook to start using the geostatspy functionality. \n",
    "\n",
    "You will need to copy the data file to your working directory.  They are available here:\n",
    "\n",
    "* Tabular data - sample_data_MV_biased.csv available at https://git.io/fhgu0.\n",
    "\n",
    "There are exampled below with these functions. You can go here to see a list of the available functions, https://git.io/fh4eX, other example workflows and source code. \n",
    "\n",
    "#### Load the required libraries\n",
    "\n",
    "The following code loads the required libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 3,
   "metadata": {},
   "outputs": [],
   "source": [
    "import os                                                 # to set current working directory \n",
    "import numpy as np                                        # arrays and matrix math\n",
    "import pandas as pd                                       # DataFrames\n",
    "import matplotlib.pyplot as plt                           # plotting\n",
    "import math"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you get a package import error, you may have to first install some of these packages. This can usually be accomplished by opening up a command window on Windows and then typing 'python -m pip install [package-name]'. More assistance is available with the respective package docs.  \n",
    "\n",
    "#### Load the Required Libraries\n",
    "\n",
    "The following code loads the required libraries."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 4,
   "metadata": {},
   "outputs": [],
   "source": [
    "import geostatspy.geostats as geostats\n",
    "import geostatspy.GSLIB as GSLIB"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "If you get a package import error, you may have to first install some of these packages. This can usually be accomplished by opening up a command window on Windows and then typing 'python -m pip install [package-name]'. More assistance is available with the respective package docs.  \n",
    "\n",
    "#### Set the working directory\n",
    "\n",
    "I always like to do this so I don't lose files and to simplify subsequent read and writes (avoid including the full address each time).  Also, in this case make sure to place the required (see above) GSLIB executables in this directory or a location identified in the environmental variable *Path*."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 5,
   "metadata": {},
   "outputs": [],
   "source": [
    "os.chdir(\"c:/PGE383\")                                     # set the working directory"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Loading Tabular Data\n",
    "\n",
    "Here's the command to load our comma delimited data file in to a Pandas' DataFrame object. We will also extra a limited sample so that the spatial samples are not too dense.  This way we can observe more of the heterogeneity from the simulation with the spatial continuity model, rather than mostly data driven heterogeneity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 6,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
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       "      <th></th>\n",
       "      <th>index</th>\n",
       "      <th>Unnamed: 0</th>\n",
       "      <th>X</th>\n",
       "      <th>Y</th>\n",
       "      <th>Facies</th>\n",
       "      <th>Porosity</th>\n",
       "      <th>Perm</th>\n",
       "      <th>AI</th>\n",
       "      <th>logPerm</th>\n",
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       "  </thead>\n",
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       "      <th>0</th>\n",
       "      <td>331</td>\n",
       "      <td>523</td>\n",
       "      <td>280.0</td>\n",
       "      <td>799.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.161938</td>\n",
       "      <td>395.717857</td>\n",
       "      <td>4212.827564</td>\n",
       "      <td>5.980701</td>\n",
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       "      <td>0.139132</td>\n",
       "      <td>15.031775</td>\n",
       "      <td>4684.316559</td>\n",
       "      <td>2.710166</td>\n",
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       "      <td>291</td>\n",
       "      <td>458</td>\n",
       "      <td>420.0</td>\n",
       "      <td>959.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.137036</td>\n",
       "      <td>46.273841</td>\n",
       "      <td>4460.227665</td>\n",
       "      <td>3.834577</td>\n",
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       "      <th>3</th>\n",
       "      <td>285</td>\n",
       "      <td>452</td>\n",
       "      <td>860.0</td>\n",
       "      <td>889.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.116910</td>\n",
       "      <td>1.446133</td>\n",
       "      <td>3931.954570</td>\n",
       "      <td>0.368893</td>\n",
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       "      <th>4</th>\n",
       "      <td>95</td>\n",
       "      <td>156</td>\n",
       "      <td>540.0</td>\n",
       "      <td>799.0</td>\n",
       "      <td>1.0</td>\n",
       "      <td>0.126067</td>\n",
       "      <td>24.399946</td>\n",
       "      <td>4906.490088</td>\n",
       "      <td>3.194581</td>\n",
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       "   index  Unnamed: 0      X      Y  Facies  Porosity        Perm           AI  \\\n",
       "0    331         523  280.0  799.0     1.0  0.161938  395.717857  4212.827564   \n",
       "1    206         339  680.0  859.0     1.0  0.139132   15.031775  4684.316559   \n",
       "2    291         458  420.0  959.0     1.0  0.137036   46.273841  4460.227665   \n",
       "3    285         452  860.0  889.0     1.0  0.116910    1.446133  3931.954570   \n",
       "4     95         156  540.0  799.0     1.0  0.126067   24.399946  4906.490088   \n",
       "\n",
       "    logPerm  \n",
       "0  5.980701  \n",
       "1  2.710166  \n",
       "2  3.834577  \n",
       "3  0.368893  \n",
       "4  3.194581  "
      ]
     },
     "execution_count": 6,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "df = pd.read_csv(\"sample_data_MV_biased.csv\")             # read a .csv file in as a DataFrame\n",
    "df.describe()                                             # summary statistics \n",
    "df = df.sample(50)                                        # extract 50 samples\n",
    "df = df.reset_index()                                     # reset the record index \n",
    "df['logPerm'] = np.log(df['Perm'].values)\n",
    "df.head()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Sequential Gaussian Simulation\n",
    "\n",
    "Let's jump right to building multiple realizations with simulation and visualizing the results.  We will start with a test, comparision of simulation with simple and ordinary kriging."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 10,
   "metadata": {
    "scrolled": false
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     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1282\n",
      "                 Weighted Variance             = 0.0008\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.014 (close to 0.0?)\n",
      "                                   variance = 0.9813 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1282\n",
      "                 Weighted Variance             = 0.0008\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.0013 (close to 0.0?)\n",
      "                                   variance = 0.9238 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1282\n",
      "                 Weighted Variance             = 0.0008\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.0019 (close to 0.0?)\n",
      "                                   variance = 1.002 (close to gammabar(V,V)? approx. 1.0)\n"
     ]
    },
    {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 6 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Demonstration of Multiple Realizations - Short Continuity\n",
    "nx = 100; ny = 100; xsiz = 10.0; ysiz = 10.0; xmn = 5.0; ymn = 5.0; nxdis = 1; nydis = 1\n",
    "ndmin = 0; ndmax = 20; radius = 400; ktype = 0; skmean = 0\n",
    "vario = GSLIB.make_variogram(nug=0.0,nst=1,it1=1,cc1=1.0,azi1=45.0,hmaj1=100,hmin1=60)\n",
    "tmin = -999; tmax = 999\n",
    "\n",
    "sim = geostats.sgsim(df,'X','Y','Porosity',wcol=-1,scol=-1,tmin=tmin,tmax=tmax,itrans=1,ismooth=0,dftrans=0,tcol=0,twtcol=0,\n",
    "            zmin=0.0,zmax=0.3,ltail=1,ltpar=0.0,utail=1,utpar=0.3,nsim=1,\n",
    "            nx=nx,xmn=xmn,xsiz=xsiz,ny=ny,ymn=ymn,ysiz=ysiz,seed=73073,\n",
    "            ndmin=ndmin,ndmax=ndmax,nodmax=20,mults=0,nmult=2,noct=-1,radius=radius,radius1=1,sang1=0,\n",
    "            mxctx=10,mxcty=10,ktype=ktype,colocorr=0.0,sec_map=0,vario=vario)\n",
    "\n",
    "sim2 = geostats.sgsim(df,'X','Y','Porosity',wcol=-1,scol=-1,tmin=tmin,tmax=tmax,itrans=1,ismooth=0,dftrans=0,tcol=0,\n",
    "            twtcol=0,zmin=0.0,zmax=0.3,ltail=1,ltpar=0.0,utail=1,utpar=0.3,nsim=1,\n",
    "            nx=nx,xmn=xmn,xsiz=xsiz,ny=ny,ymn=ymn,ysiz=ysiz,seed=73072,\n",
    "            ndmin=ndmin,ndmax=ndmax,nodmax=20,mults=0,nmult=2,noct=-1,radius=radius,radius1=1,sang1=0,\n",
    "            mxctx=10,mxcty=10,ktype=ktype,colocorr=0.0,sec_map=0,vario=vario)\n",
    "\n",
    "sim3 = geostats.sgsim(df,'X','Y','Porosity',wcol=-1,scol=-1,tmin=tmin,tmax=tmax,itrans=1,ismooth=0,dftrans=0,tcol=0,\n",
    "            twtcol=0,zmin=0.0,zmax=0.3,ltail=1,ltpar=0.0,utail=1,utpar=0.3,nsim=1,\n",
    "            nx=nx,xmn=xmn,xsiz=xsiz,ny=ny,ymn=ymn,ysiz=ysiz,seed=73071,\n",
    "            ndmin=ndmin,ndmax=ndmax,nodmax=20,mults=0,nmult=2,noct=-1,radius=radius,radius1=1,sang1=0,\n",
    "            mxctx=10,mxcty=10,ktype=ktype,colocorr=0.0,sec_map=0,vario=vario)\n",
    "\n",
    "xmin = 0.0; xmax = 1000.0; ymin = 0.0; ymax = 1000.0; cmap = plt.cm.inferno\n",
    "plt.subplot(131)\n",
    "GSLIB.locpix_st(sim,xmin,xmax,ymin,ymax,xsiz,0.05,0.25,df,'X','Y','Porosity','Sequential Gaussian Simulation - Realization 1','X(m)','Y(m)','Porosity',cmap)\n",
    "\n",
    "plt.subplot(132)\n",
    "GSLIB.locpix_st(sim2,xmin,xmax,ymin,ymax,xsiz,0.05,0.25,df,'X','Y','Porosity','Sequential Gaussian Simulation - Realization 2','X(m)','Y(m)','Porosity',cmap)\n",
    "\n",
    "plt.subplot(133)\n",
    "GSLIB.locpix_st(sim3,xmin,xmax,ymin,ymax,xsiz,0.05,0.25,df,'X','Y','Porosity','Sequential Gaussian Simulation - Realization 3','X(m)','Y(m)','Porosity',cmap)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=3.0, top=1.2, wspace=0.2, hspace=0.2)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now we have 3 equiprobable realizations for porosity over the area of interest.  See the difference?  Away from the data at the range the full range of porosity values is possible!  Let's check the realizations.\n",
    "\n",
    "#### Realization Checking\n",
    "\n",
    "All of the theory of sequential Gaussian simulation supports the calculation of realizations that honor the input statistics.  Let' confirm that by checking the:\n",
    "\n",
    "* histograms\n",
    "* variogram\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 11,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "text/plain": [
       "array([0.        , 0.02105263, 0.04210526, 0.06315789, 0.08421053,\n",
       "       0.10526316, 0.12631579, 0.14736842, 0.16842105, 0.18947368,\n",
       "       0.21052632, 0.23157895, 0.25263158, 0.27368421, 0.29473684,\n",
       "       0.31578947, 0.33684211, 0.35789474, 0.37894737, 0.4       ])"
      ]
     },
     "execution_count": 11,
     "metadata": {},
     "output_type": "execute_result"
    }
   ],
   "source": [
    "np.linspace(0.0,0.4,20)"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 16,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "# Check the histograms\n",
    "plt.subplot(121)\n",
    "plt.hist(sim.flatten(), facecolor='blue',bins=np.linspace(0.0,0.4,40),alpha=0.2,density=True,edgecolor='black',label = 'Sim 1')\n",
    "plt.hist(sim2.flatten(), facecolor='yellow',bins=np.linspace(0.0,0.4,40),alpha=0.2,density=True,edgecolor='black',label = 'Sim 2')\n",
    "plt.hist(sim3.flatten(), facecolor='green',bins=np.linspace(0.0,0.4,40),alpha=0.2,density=True,edgecolor='black',label = 'Sim 3')\n",
    "plt.hist(df['Porosity'].values, facecolor='black',bins=np.linspace(0.0,0.4,40),alpha=0.2,density=True,edgecolor='black',label = 'Data Distribution')\n",
    "plt.xlim([0.0,0.4]); plt.ylim([0,20.0])\n",
    "plt.xlabel('Porosity (fraction)'); plt.ylabel('Frequency'); plt.title('Porosity Data vs. Realizations')\n",
    "plt.legend(loc='upper right')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.hist(sim.flatten(), color='red',lw = 2, bins=np.linspace(0.0,0.4,50),histtype=\"step\",alpha=1.0,density=True,cumulative=True,edgecolor='blue',label='Sim 1')\n",
    "plt.hist(sim2.flatten(), color='blue',lw = 2, bins=np.linspace(0.0,0.4,50),histtype=\"step\",alpha=1.0,density=True,cumulative=True,edgecolor='yellow',label='Sim 2')\n",
    "plt.hist(sim3.flatten(), color='green',lw = 2, bins=np.linspace(0.0,0.4,50),histtype=\"step\",alpha=1.0,density=True,cumulative=True,edgecolor='green',label='Sim 3')\n",
    "plt.hist(df['Porosity'].values, color='black',lw = 2,bins=np.linspace(0.0,0.4,50),histtype=\"step\",alpha=1.0,density=True,cumulative=True,edgecolor='black',label='Data Distribution')\n",
    "plt.xlim([0.0,0.4]); plt.ylim([0,1.0])\n",
    "plt.xlabel('Porosity (fraction)'); plt.ylabel('Cumulative Probability'); plt.title('Porosity Data vs. Realizations')\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=1.2, wspace=0.2, hspace=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The histograms look quite good.  The three realizations have \n",
    "\n",
    "Let's look at 4 realizations of porosity all with short range isotropic variograms."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 14,
   "metadata": {
    "scrolled": false
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " x,y,z offsets = 7.071067805519558,7.071067818211393\n",
      " x,y,z offsets = 7.071067830903227,-7.071067792827723\n"
     ]
    },
    {
     "data": {
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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "lag045sim1, vario045sim1, npar045 = geostats.gam(sim,tmin = -999, tmax = 999, xsiz = 10.0, ysiz = 10.0, ixd = 1, iyd = -1, nlag = 80, isill = 1.0)\n",
    "lag045sim2, vario045sim2, npar045 = geostats.gam(sim2,tmin = -999, tmax = 999, xsiz = 10.0, ysiz = 10.0, ixd = 1, iyd = -1, nlag = 80, isill = 1.0)\n",
    "lag045sim3, vario045sim3, npar045 = geostats.gam(sim3,tmin = -999, tmax = 999, xsiz = 10.0, ysiz = 10.0, ixd = 1, iyd = -1, nlag = 80, isill = 1.0)\n",
    "\n",
    "index,lag045mod,vario045mod,cov,ro  = geostats.vmodel(nlag = 80, xlag = 10.0, azm = 45.0, vario = vario)\n",
    "\n",
    "lag135sim1, vario135sim1, npar045 = geostats.gam(sim,tmin = -999, tmax = 999, xsiz = 10.0, ysiz = 10.0, ixd = 1, iyd = 1, nlag = 80, isill = 1.0)\n",
    "lag135sim2, vario135sim2, npar045 = geostats.gam(sim2,tmin = -999, tmax = 999, xsiz = 10.0, ysiz = 10.0, ixd = 1, iyd = 1, nlag = 80, isill = 1.0)\n",
    "lag135sim3, vario135sim3, npar045 = geostats.gam(sim3,tmin = -999, tmax = 999, xsiz = 10.0, ysiz = 10.0, ixd = 1, iyd = 1, nlag = 80, isill = 1.0)\n",
    "\n",
    "index,lag135mod,vario135mod,cov,ro  = geostats.vmodel(nlag = 80, xlag = 10.0, azm = 135.0, vario = vario)\n",
    "\n",
    "plt.subplot(121)\n",
    "plt.plot(lag045sim1,vario045sim1,'x',color = 'red',label = 'Sim 1')\n",
    "plt.plot(lag045sim2,vario045sim2,'x',color = 'blue',label = 'Sim 2')\n",
    "plt.plot(lag045sim3,vario045sim3,'x',color = 'green',label = 'Sim 3')\n",
    "plt.plot(lag045mod,vario045mod,'-',color = 'black',label = 'Mod')\n",
    "\n",
    "plt.plot([0,2000],[1.0,1.0],color = 'black')\n",
    "plt.xlabel(r'Lag Distance $\\bf(h)$, (m)')\n",
    "plt.ylabel(r'$\\gamma \\bf(h)$')\n",
    "plt.title('Directional Azimuth 045 Porosity Variogram')\n",
    "plt.xlim([0,700])\n",
    "plt.ylim([0,1.8])\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplot(122)\n",
    "plt.plot(lag135sim1,vario135sim1,'x',color = 'red',label = 'Sim 1')\n",
    "plt.plot(lag135sim2,vario135sim2,'x',color = 'blue',label = 'Sim 2')\n",
    "plt.plot(lag135sim3,vario135sim3,'x',color = 'green',label = 'Sim 3')\n",
    "plt.plot(lag135mod,vario135mod,'-',color = 'black',label = 'Mod')\n",
    "\n",
    "plt.plot([0,2000],[1.0,1.0],color = 'black')\n",
    "plt.xlabel(r'Lag Distance $\\bf(h)$, (m)')\n",
    "plt.ylabel(r'$\\gamma \\bf(h)$')\n",
    "plt.title('Directional Azimuth 135 Porosity Variogram')\n",
    "plt.xlim([0,700])\n",
    "plt.ylim([0,1.8])\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=1.2, wspace=0.2, hspace=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Minimum Acceptance Checks\n",
    "\n",
    "We will make more realizations and dmeonstrate the approach of minimum acceptance checks.  \n",
    "\n",
    "With this approach we should check:\n",
    "\n",
    "* the simulated values at the data locations\n",
    "* the histograms of the simulated realizations\n",
    "* the spatial continuity of the simulated realizations\n",
    "\n",
    "We will skip the the first check as with our 'simple' workflow the data are directly assigned to the model cells.\n",
    "\n",
    "You can specify how many realizations as 'nreal' below."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 25,
   "metadata": {
    "scrolled": true
   },
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.0111 (close to 0.0?)\n",
      "                                   variance = 0.9696 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = -0.0165 (close to 0.0?)\n",
      "                                   variance = 0.8806 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.0037 (close to 0.0?)\n",
      "                                   variance = 0.9748 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.001 (close to 0.0?)\n",
      "                                   variance = 0.8929 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = -0.125 (close to 0.0?)\n",
      "                                   variance = 0.9932 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.0164 (close to 0.0?)\n",
      "                                   variance = 0.9726 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.0112 (close to 0.0?)\n",
      "                                   variance = 0.9639 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = -0.1126 (close to 0.0?)\n",
      "                                   variance = 1.021 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.1699 (close to 0.0?)\n",
      "                                   variance = 0.8708 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = -0.019 (close to 0.0?)\n",
      "                                   variance = 1.051 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = -0.0133 (close to 0.0?)\n",
      "                                   variance = 0.9965 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = -0.0038 (close to 0.0?)\n",
      "                                   variance = 1.1016 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.1349 (close to 0.0?)\n",
      "                                   variance = 0.9483 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = -0.0413 (close to 0.0?)\n",
      "                                   variance = 0.9677 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = -0.0767 (close to 0.0?)\n",
      "                                   variance = 0.9271 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.0068 (close to 0.0?)\n",
      "                                   variance = 0.9985 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = -0.1161 (close to 0.0?)\n",
      "                                   variance = 0.9427 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.0365 (close to 0.0?)\n",
      "                                   variance = 1.0217 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n"
     ]
    },
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = 0.0297 (close to 0.0?)\n",
      "                                   variance = 0.9704 (close to gammabar(V,V)? approx. 1.0)\n",
      "\n",
      " Data for SGSIM: Number of acceptable data     = 50\n",
      "                 Number trimmed                = 0\n",
      "                 Weighted Average              = 0.1246\n",
      "                 Weighted Variance             = 0.0007\n",
      "                 Weighted Transformed Average  = 0.0\n",
      "                 Weighted Transformed Variance = 0.9749\n",
      "Setting up rotation matrices for variogram and search\n",
      "Working on realization number 0\n",
      "   currently on node 0\n",
      "   currently on node 1000\n",
      "   currently on node 2000\n",
      "   currently on node 3000\n",
      "   currently on node 4000\n",
      "   currently on node 5000\n",
      "   currently on node 6000\n",
      "   currently on node 7000\n",
      "   currently on node 8000\n",
      "   currently on node 9000\n",
      "Reassigning data to nodes\n",
      "\n",
      " Realization 0: number   = 10000\n",
      "                                   mean     = -0.0038 (close to 0.0?)\n",
      "                                   variance = 0.9783 (close to gammabar(V,V)? approx. 1.0)\n"
     ]
    }
   ],
   "source": [
    "nreal = 20\n",
    "\n",
    "nx = 100; ny = 100; xsiz = 10.0; ysiz = 10.0; xmn = 5.0; ymn = 5.0; nxdis = 1; nydis = 1\n",
    "ndmin = 0; ndmax = 20; radius = 400; ktype = 0; skmean = 0\n",
    "vario = GSLIB.make_variogram(nug=0.0,nst=1,it1=1,cc1=1.0,azi1=45.0,hmaj1=100,hmin1=60)\n",
    "tmin = -999; tmax = 999\n",
    "\n",
    "realizations = np.zeros((nreal,ny,nx))\n",
    "for ireal in range(0,nreal):\n",
    "    realizations[ireal] = geostats.sgsim(df,'X','Y','Porosity',wcol=-1,scol=-1,tmin=tmin,tmax=tmax,itrans=1,ismooth=0,dftrans=0,tcol=0,twtcol=0,\n",
    "            zmin=0.0,zmax=0.3,ltail=1,ltpar=0.0,utail=1,utpar=0.3,nsim=1,\n",
    "            nx=nx,xmn=xmn,xsiz=xsiz,ny=ny,ymn=ymn,ysiz=ysiz,seed=73073+ireal,\n",
    "            ndmin=ndmin,ndmax=ndmax,nodmax=20,mults=0,nmult=2,noct=-1,radius=radius,radius1=1,sang1=0,\n",
    "            mxctx=10,mxcty=10,ktype=ktype,colocorr=0.0,sec_map=0,vario=vario)\n"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's check all of the distributions."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 31,
   "metadata": {},
   "outputs": [
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 1 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "plt.subplot(111)\n",
    "for ireal in range(0,nreal):\n",
    "    if ireal == 0:\n",
    "        plt.hist(realizations[ireal].flatten(), color='red',lw = 2, bins=np.linspace(0.0,0.4,1000),histtype=\"step\",alpha=0.2,density=True,cumulative=True,edgecolor='red',label='Sim')\n",
    "    else:\n",
    "        plt.hist(realizations[ireal].flatten(), color='red',lw = 2, bins=np.linspace(0.0,0.4,1000),histtype=\"step\",alpha=0.2,density=True,cumulative=True,edgecolor='red')\n",
    "        \n",
    "plt.hist(df['Porosity'].values, color='black',lw = 2,bins=np.linspace(0.0,0.4,1000),histtype=\"step\",alpha=0.8,density=True,cumulative=True,edgecolor='black',label='Data Distribution')\n",
    "plt.xlim([0.0,0.4]); plt.ylim([0,1.0])\n",
    "plt.xlabel('Porosity (fraction)'); plt.ylabel('Cumulative Probability'); plt.title('Porosity Data vs. Realizations')\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=1.0, top=1.2, wspace=0.2, hspace=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "Now let's check the experimental variograms vs. the input model of spatial continuity."
   ]
  },
  {
   "cell_type": "code",
   "execution_count": 30,
   "metadata": {},
   "outputs": [
    {
     "name": "stdout",
     "output_type": "stream",
     "text": [
      " x,y,z offsets = 7.071067805519558,7.071067818211393\n",
      " x,y,z offsets = 7.071067830903227,-7.071067792827723\n"
     ]
    },
    {
     "data": {
      "image/png": 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\n",
      "text/plain": [
       "<Figure size 432x288 with 2 Axes>"
      ]
     },
     "metadata": {},
     "output_type": "display_data"
    }
   ],
   "source": [
    "nlag = 80\n",
    "\n",
    "lag045sim = np.zeros((nreal,nlag)); vario045sim = np.zeros((nreal,nlag)); npar045sim = np.zeros((nreal,nlag)); \n",
    "lag135sim = np.zeros((nreal,nlag)); vario135sim = np.zeros((nreal,nlag)); npar135sim = np.zeros((nreal,nlag));\n",
    "\n",
    "for ireal in range(0,nreal):\n",
    "    lag045sim[ireal], vario045sim[ireal], npar045sim[ireal] = geostats.gam(realizations[ireal],tmin = -999, tmax = 999, xsiz = 10.0, ysiz = 10.0, ixd = 1, iyd = -1, nlag = nlag, isill = 1.0)\n",
    "    lag135sim[ireal], vario135sim[ireal], npar135sim[ireal] = geostats.gam(realizations[ireal],tmin = -999, tmax = 999, xsiz = 10.0, ysiz = 10.0, ixd = 1, iyd = 1, nlag = nlag, isill = 1.0)\n",
    "\n",
    "index,lag045mod,vario045mod,cov,ro  = geostats.vmodel(nlag = 80, xlag = 10.0, azm = 45.0, vario = vario)\n",
    "index,lag135mod,vario135mod,cov,ro  = geostats.vmodel(nlag = 80, xlag = 10.0, azm = 135.0, vario = vario)\n",
    "\n",
    "plt.subplot(121)\n",
    "for ireal in range(0,nreal):\n",
    "    if ireal == 0:\n",
    "        plt.plot(lag045sim[ireal],vario045sim[ireal],'x',color = 'red',label = 'Sim', alpha = 0.2)\n",
    "    else:\n",
    "        plt.plot(lag045sim[ireal],vario045sim[ireal],'x',color = 'red', alpha = 0.2)\n",
    "        \n",
    "plt.plot(lag045mod,vario045mod,'-',color = 'black',label = 'Mod')\n",
    "\n",
    "plt.plot([0,2000],[1.0,1.0],color = 'black')\n",
    "plt.xlabel(r'Lag Distance $\\bf(h)$, (m)')\n",
    "plt.ylabel(r'$\\gamma \\bf(h)$')\n",
    "plt.title('Directional Azimuth 045 Porosity Variogram')\n",
    "plt.xlim([0,700])\n",
    "plt.ylim([0,1.8])\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplot(122)\n",
    "for ireal in range(0,nreal):\n",
    "    if ireal == 0:\n",
    "        plt.plot(lag135sim[ireal],vario135sim[ireal],'x',color = 'red',label = 'Sim',alpha = 0.2)\n",
    "    else:\n",
    "        plt.plot(lag135sim[ireal],vario135sim[ireal],'x',color = 'red',alpha = 0.2)\n",
    "        \n",
    "plt.plot(lag135mod,vario135mod,'-',color = 'black',label = 'Mod')\n",
    "\n",
    "plt.plot([0,2000],[1.0,1.0],color = 'black')\n",
    "plt.xlabel(r'Lag Distance $\\bf(h)$, (m)')\n",
    "plt.ylabel(r'$\\gamma \\bf(h)$')\n",
    "plt.title('Directional Azimuth 135 Porosity Variogram')\n",
    "plt.xlim([0,700])\n",
    "plt.ylim([0,1.8])\n",
    "plt.legend(loc='upper left')\n",
    "plt.grid(True)\n",
    "\n",
    "plt.subplots_adjust(left=0.0, bottom=0.0, right=2.0, top=1.2, wspace=0.2, hspace=0.3)\n",
    "plt.show()"
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "The variogram reproduction looks good.  There are ergodic fluctuations, but the model is at the average for each lag distance."
   ]
  },
  {
   "cell_type": "markdown",
   "metadata": {},
   "source": [
    "#### Comments\n",
    "\n",
    "This was a basic demonstration of spatial simulation. I know the simulation program is rough and the code needs some clean up, but we are getting to the point where we have a function package for Geostatistics in Python.  \n",
    "\n",
    "Much more could be done, I have other demonstrations on the basics of working with DataFrames, ndarrays, univariate statistics, plotting data, declustering, data transformations and many other workflows available at https://github.com/GeostatsGuy/PythonNumericalDemos and https://github.com/GeostatsGuy/GeostatsPy. \n",
    "  \n",
    "I hope this was helpful,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "#### The Author:\n",
    "\n",
    "### Michael Pyrcz, Associate Professor, University of Texas at Austin \n",
    "*Novel Data Analytics, Geostatistics and Machine Learning Subsurface Solutions*\n",
    "\n",
    "With over 17 years of experience in subsurface consulting, research and development, Michael has returned to academia driven by his passion for teaching and enthusiasm for enhancing engineers' and geoscientists' impact in subsurface resource development. \n",
    "\n",
    "For more about Michael check out these links:\n",
    "\n",
    "#### [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n",
    "\n",
    "#### Want to Work Together?\n",
    "\n",
    "I hope this content is helpful to those that want to learn more about subsurface modeling, data analytics and machine learning. Students and working professionals are welcome to participate.\n",
    "\n",
    "* Want to invite me to visit your company for training, mentoring, project review, workflow design and / or consulting? I'd be happy to drop by and work with you! \n",
    "\n",
    "* Interested in partnering, supporting my graduate student research or my Subsurface Data Analytics and Machine Learning consortium (co-PIs including Profs. Foster, Torres-Verdin and van Oort)? My research combines data analytics, stochastic modeling and machine learning theory with practice to develop novel methods and workflows to add value. We are solving challenging subsurface problems!\n",
    "\n",
    "* I can be reached at mpyrcz@austin.utexas.edu.\n",
    "\n",
    "I'm always happy to discuss,\n",
    "\n",
    "*Michael*\n",
    "\n",
    "Michael Pyrcz, Ph.D., P.Eng. Associate Professor The Hildebrand Department of Petroleum and Geosystems Engineering, Bureau of Economic Geology, The Jackson School of Geosciences, The University of Texas at Austin\n",
    "\n",
    "#### More Resources Available at: [Twitter](https://twitter.com/geostatsguy) | [GitHub](https://github.com/GeostatsGuy) | [Website](http://michaelpyrcz.com) | [GoogleScholar](https://scholar.google.com/citations?user=QVZ20eQAAAAJ&hl=en&oi=ao) | [Book](https://www.amazon.com/Geostatistical-Reservoir-Modeling-Michael-Pyrcz/dp/0199731446) | [YouTube](https://www.youtube.com/channel/UCLqEr-xV-ceHdXXXrTId5ig)  | [LinkedIn](https://www.linkedin.com/in/michael-pyrcz-61a648a1)\n"
   ]
  },
  {
   "cell_type": "code",
   "execution_count": null,
   "metadata": {},
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